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A generalized Newton method for absolute value equations
Authors:O L Mangasarian
Institution:(1) Computer Sciences Department, University of Wisconsin, Madison, WI 53706, USA;(2) Department of Mathematics, University of California at San Diego, La Jolla, CA 92093, USA
Abstract:A direct generalized Newton method is proposed for solving the NP-hard absolute value equation (AVE) Ax − |x| = b when the singular values of A exceed 1. A simple MATLAB implementation of the method solved 100 randomly generated 1,000-dimensional AVEs to an accuracy of 10−6 in less than 10 s each. Similarly, AVEs corresponding to 100 randomly generated linear complementarity problems with 1,000 × 1,000 nonsymmetric positive definite matrices were also solved to the same accuracy in less than 29 s each.
Keywords:Absolute value equation  Generalized Newton  Linear complementarity problems
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